Basic Statistics

Raw Counts

Name Value
Rows 452
Columns 29
Discrete columns 25
Continuous columns 4
All missing columns 0
Missing observations 119
Complete Rows 389
Total observations 13,108
Memory allocation 593.6 Kb

Percentages

Data Structure

Missing Data Profile

Univariate Distribution

Histogram

Bar Chart (by frequency)

## 17 columns ignored with more than 50 categories.
## ConstituencyCode: 452 categories
## Constituency_ZH: 452 categories
## Constituency_EN: 451 categories
## Party_ZH: 63 categories
## Party_EN: 62 categories
## DC_ZH: 452 categories
## DC_EN: 448 categories
## FacebookURL: 434 categories
## DCPageURL: 449 categories
## Address: 409 categories
## Phone: 447 categories
## Fax: 305 categories
## Email: 446 categories
## WebsiteURL: 236 categories
## DCProjectPageURL: 452 categories
## Occupation: 144 categories
## Political: 51 categories

QQ Plot

## Warning: Removed 24 rows containing non-finite values (stat_qq).
## Warning: Removed 24 rows containing non-finite values (stat_qq_line).

Correlation Analysis

## 17 features with more than 20 categories ignored!
## ConstituencyCode: 389 categories
## Constituency_ZH: 389 categories
## Constituency_EN: 388 categories
## Party_ZH: 58 categories
## Party_EN: 58 categories
## DC_ZH: 389 categories
## DC_EN: 386 categories
## FacebookURL: 372 categories
## DCPageURL: 386 categories
## Address: 359 categories
## Phone: 384 categories
## Fax: 271 categories
## Email: 384 categories
## WebsiteURL: 205 categories
## DCProjectPageURL: 389 categories
## Occupation: 117 categories
## Political: 48 categories
## Warning in cor(x = structure(list(ElectionYear = c(2019, 2019, 2019, 2019, : the standard deviation is zero

Principal Component Analysis

## 16 features with more than 50 categories ignored!
## ConstituencyCode: 389 categories
## Constituency_ZH: 389 categories
## Constituency_EN: 388 categories
## Party_ZH: 58 categories
## Party_EN: 58 categories
## DC_ZH: 389 categories
## DC_EN: 386 categories
## FacebookURL: 372 categories
## DCPageURL: 386 categories
## Address: 359 categories
## Phone: 384 categories
## Fax: 271 categories
## Email: 384 categories
## WebsiteURL: 205 categories
## DCProjectPageURL: 389 categories
## Occupation: 117 categories
## Warning in plot_prcomp(data = structure(list(ConstituencyCode = c("A-01", : The following features are dropped due to zero variance:
##  * ElectionYear
##  * ElectionDate_2019.11.24